{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np \n",
    "import pandas as pd\n",
    "import matplotlib as mpl \n",
    "import matplotlib.pyplot as plt \n",
    "\n",
    "from sklearn.linear_model import Lasso, LassoCV, Ridge\n",
    "from sklearn.model_selection import cross_val_predict, train_test_split\n",
    "\n",
    "from yellowbrick.datasets import load_concrete\n",
    "from yellowbrick.regressor import AlphaSelection, PredictionError, ResidualsPlot\n",
    "\n",
    "mpl.rcParams['figure.figsize'] = (9,6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Yellowbrick - Regression Examples \n",
    "\n",
    "The Yellowbrick library is a diagnostic visualization platform for machine learning that allows data scientists to steer the model selection process. It extends the scikit-learn API with a new core object: the `Visualizer`. Visualizers allow visual models to be fit and transformed as part of the scikit-learn pipeline process, providing visual diagnostics throughout the transformation of high-dimensional data.\n",
    "\n",
    "Estimator score visualizers *wrap* scikit-learn estimators and expose the Estimator API such that they have `fit()`, `predict()`, and `score()` methods that call the appropriate estimator methods under the hood. Score visualizers can wrap an estimator and be passed in as the final step in a `Pipeline` or `VisualPipeline`.\n",
    "\n",
    "In machine learning, regression models attempt to predict a target in a continuous space. Yellowbrick has implemented the following regressor score visualizers that display the instances in model space to better understand how the model is making predictions:\n",
    "- `AlphaSelection` &mdash; visual tuning of regularization hyperparameters\n",
    "- `PredictionError` &mdash; plot the expected vs. the actual values in model space \n",
    "- `ResidualsPlot`  &mdash; plot the difference between the expected and actual values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Load Data\n",
    "\n",
    "Yellowbrick provides several datasets wrangled from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/). For the following examples, we'll use the `concrete` dataset, since it is well-suited for regression tasks.\n",
    "\n",
    "The `concrete` dataset contains 1030 instances and 9 attributes. Eight of the attributes are explanatory variables, including the age of the concrete and the materials used to create it, while the target variable `strength` is a measure of the concrete's compressive strength (MPa)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Use Yellowbrick to load the concrete dataset\n",
    "X, y = load_concrete()\n",
    "\n",
    "# Create the train and test data \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Residuals Plot \n",
    "\n",
    "A residual is the difference between the observed value of the target variable (y) and the predicted value (ŷ), i.e. the error of the prediction. The `ResidualsPlot` Visualizer shows the difference between residuals on the vertical axis and the dependent variable on the horizontal axis, allowing you to detect regions within the target that may be susceptible to more or less error. \n",
    "\n",
    "If the points are randomly dispersed around the horizontal axis, a linear regression model is usually well-suited for the data; otherwise, a non-linear model is more appropriate. The following example shows a fairly random, uniform distribution of the residuals against the target in two dimensions. This seems to indicate that our linear model is performing well."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84f20ff748>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Ridge()\n",
    "visualizer = ResidualsPlot(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)        # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)        # Evaluate the model on the test data \n",
    "visualizer.show()                       # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Yellowbrick's `ResidualsPlot` Visualizer also displays a histogram of the error values along the right-hand side. In the example above, the error is normally distributed around zero, which also generally indicates a well-fitted model. If the histogram is not desired, it can be turned off with the `hist=False` flag."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84ef792128>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Ridge()\n",
    "visualizer = ResidualsPlot(model, hist=False)\n",
    "\n",
    "visualizer.fit(X_train, y_train)        # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)        # Evaluate the model on the test data \n",
    "visualizer.show()                       # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prediction Error Plot \n",
    "\n",
    "Yellowbrick's `PredictionError` Visualizer plots the actual targets from the dataset against the predicted values generated by the model. This allows us to see how much variance is in the model. Data scientists can diagnose regression models using this plot by comparing against the 45-degree line, where the prediction exactly matches the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84ef6d6940>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Instantiate the linear model and visualizer \n",
    "model = Lasso()\n",
    "visualizer = PredictionError(model)\n",
    "\n",
    "visualizer.fit(X_train, y_train)        # Fit the training data to the visualizer\n",
    "visualizer.score(X_test, y_test)        # Evaluate the model on the test data \n",
    "visualizer.show()                       # Finalize and render the figure"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Alpha Selection Visualizer\n",
    "\n",
    "The `AlphaSelection` Visualizer demonstrates how different values of alpha influence model selection during the regularization of linear models. Since regularization is designed to penalize model complexity, the higher the alpha, the less complex the model, decreasing the error due to variance (overfit). However, alphas that are too high increase the error due to bias (underfit). Therefore, it is important to choose an optimal alpha such that the error is minimized in both directions.\n",
    "\n",
    "To do this, typically you would you use one of the \"RegressionCV” models in scikit-learn. E.g. instead of using the `Ridge` (L2) regularizer, use `RidgeCV` and pass a list of alphas, which will be selected based on the cross-validation score of each alpha. This visualizer wraps a “RegressionCV” model and visualizes the alpha/error curve. If the visualization shows a jagged or random plot, then potentially the model is not sensitive to that type of regularization and another is required (e.g. L1 or Lasso regularization)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7f84eddd6e48>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Create a list of alphas to cross-validate against \n",
    "alphas = np.logspace(-10, 1, 400)\n",
    "\n",
    "# Instantiate the linear model and visualizer \n",
    "model = LassoCV(alphas=alphas, cv=3)\n",
    "visualizer = AlphaSelection(model)\n",
    "\n",
    "visualizer.fit(X, y)        # Fit the data to the visualizer\n",
    "visualizer.show()           # Finalize and render the figure"
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
